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Model: dphn/dolphin-2.2-mistral-7b
Source: Original Platform

.gitattributes

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+*.arrow filter=lfs diff=lfs merge=lfs -text
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README.md

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+---
+license: apache-2.0
+base_model: mistralai/Mistral-7B-v0.1
+datasets:
+- ehartford/dolphin
+- jondurbin/airoboros-2.2.1
+language:
+- en
+---
+
+# dolphin-2.2-mistral-7b
+
+This model was overfit and has been re-released as [dolphin-2.2.1-mistral-7b](https://huggingface.co/ehartford/dolphin-2.2.1-mistral-7b).  Please use that model instead.

added_tokens.json

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+{
+  "<|im_end|>": 32000,
+  "<|im_start|>": 32001
+}

config.json

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+{
+  "_name_or_path": "mistralai/Mistral-7B-v0.1",
+  "architectures": [
+    "MistralForCausalLM"
+  ],
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 32768,
+  "model_type": "mistral",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-05,
+  "rope_theta": 10000.0,
+  "sliding_window": 4096,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.34.1",
+  "use_cache": false,
+  "vocab_size": 32002
+}

configs/dolphin-mistral-7b.yml

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+base_model: mistralai/Mistral-7B-v0.1
+model_type: MistralForCausalLM
+tokenizer_type: LlamaTokenizer
+is_mistral_derived_model: true
+
+load_in_8bit: false
+load_in_4bit: false
+strict: false
+
+datasets:
+  - path: /workspace/datasets/dolphin/dolphin201.jsonl
+    type: alpaca_w_system.load_open_orca_chatml
+  - path: /workspace/datasets/WizardLM_evol_instruct_cleaned.jsonl
+    type: sharegpt
+    conversation: chatml
+  - path: /workspace/datasets/not_samantha_norefusals.jsonl
+    type: sharegpt
+    conversation: chatml
+dataset_prepared_path: last_run_prepared
+val_set_size: 0
+output_dir: /workspace/dolphin-2.2-mistral-7b
+
+sequence_len: 8192
+sample_packing: true
+pad_to_sequence_len: true
+
+wandb_project: dolphin
+wandb_entity:
+wandb_watch:
+wandb_run_id:
+wandb_log_model:
+
+gradient_accumulation_steps: 4
+micro_batch_size: 5
+num_epochs: 4
+adam_beta2: 0.95
+adam_epsilon: 0.00001
+max_grad_norm: 1.0
+lr_scheduler: cosine
+learning_rate: 0.000006
+
+train_on_inputs: false
+group_by_length: false
+bf16: true
+fp16: false
+tf32: false
+
+gradient_checkpointing: true
+early_stopping_patience:
+resume_from_checkpoint:
+local_rank:
+logging_steps: 1
+xformers_attention:
+flash_attention: true
+
+warmup_steps: 100
+eval_steps:
+eval_table_size:
+eval_table_max_new_tokens:
+eval_sample_packing: false
+save_steps: 0.25
+debug:
+deepspeed: deepspeed/zero2.json
+weight_decay: 0.1
+fsdp:
+fsdp_config:
+special_tokens:
+  eos_token: "<|im_end|>"
+tokens:
+  - "<|im_start|>"
+  - "<|im_end|>"

configuration.json

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+{"framework": "pytorch", "task": "text-generation", "allow_remote": true}

eval.sh

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+#!/bin/bash
+
+MODEL_PATH="cognitivecomputations/dolphin-2.2-mistral-7b"
+MODEL_NAME="dolphin-2.2-mistral-7b"
+RESULTS_PATH="/workspace/results/$MODEL_NAME"
+mkdir -p "$RESULTS_PATH"
+
+PRETRAINED_ARGS="$MODEL_PATH,tensor_parallel_size=4,dtype=auto,trust_remote_code=True,gpu_memory_utilization=0.8"
+MODEL_ARGS="pretrained=$PRETRAINED_ARGS"
+
+tasks=(
+    "mmlu" 
+    "truthfulqa" 
+    "gsm8k" 
+    "hellaswag" 
+    "arc_challenge" 
+    "winogrande")
+
+# Function to get the number of fewshot for a given task
+get_num_fewshot() {
+    case "$1" in
+        "mmlu")          echo 5 ;;
+        "truthfulqa")    echo 0 ;;
+        "gsm8k")         echo 5 ;;
+        "hellaswag")     echo 10 ;;
+        "arc_challenge") echo 25 ;;
+        "winogrande")    echo 5 ;;
+        *)               echo 0 ;;
+    esac
+}
+
+for TASK in "${tasks[@]}"; do
+    echo lm_eval --model vllm --model_args "$MODEL_ARGS" --task="$TASK" --num_fewshot "$(get_num_fewshot "$TASK")" --batch_size 8 --output_path "$RESULTS_PATH/$TASK.json"
+    lm_eval --model vllm --model_args "$MODEL_ARGS" --task="$TASK" --num_fewshot "$(get_num_fewshot "$TASK")" --batch_size 8 --output_path "$RESULTS_PATH/$TASK.json"
+done
+
+
+jq -s '[.[]]' $RESULTS_PATH/*.json > $RESULTS_PATH/eval_results.json
+
+huggingface-cli upload cognitivecomputations/$MODEL_NAME $RESULTS_PATH/eval_results.json
+huggingface-cli upload cognitivecomputations/$MODEL_NAME eval.sh

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "transformers_version": "4.34.1"
+}

pytorch_model.bin

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+version https://git-lfs.github.com/spec/v1
+oid sha256:8d005de299890e20f27ab2e96bea212ba451236e3810d6b243a8f39cbcf23aec
+size 14483537189

special_tokens_map.json

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+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<|im_end|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": "</s>",
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

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+{
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "32000": {
+      "content": "<|im_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "32001": {
+      "content": "<|im_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    }
+  },
+  "additional_special_tokens": [],
+  "bos_token": "<s>",
+  "chat_template": "{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "legacy": true,
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "</s>",
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "LlamaTokenizer",
+  "trust_remote_code": false,
+  "unk_token": "<unk>",
+  "use_default_system_prompt": true,
+  "use_fast": true
+}